Early detection and classification of bacterial colonies using a Thin-Film-Transistor (TFT)-based image sensor and deep learning

Yuzhu Li,Tairan Liu,Hatice Ceylan Koydemir,Hongda Wang, Keelan O’Riordan,Bijie Bai,Yuta Haga, Junji Kobashi,Hitoshi Tanaka, Takaya Tamaru,Kazunori Yamaguchi,Aydogan Ozcan

Frontiers in Optics + Laser Science 2022 (FIO, LS)（2022）

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摘要

We report a rapid, automated, portable and high-throughput bacterial colony detection and classification system using a thin-film-transistor array and deep learning, achieving >12 hours of time savings compared to US Environmental Protection Agency-approved culture-based methods.

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bacterial colonies,image sensor,early detection,deep learning,thin-film-transistor thin-film-transistor

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